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Automation Risk Analysis

Will “Technical Agronomist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Technical Agronomist” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 57% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

42%

“Technical Agronomist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 42% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Soil and Plant Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research in breeding, physiology, production, yield, and management of crops and agricultural plants or trees, shrubs, and nursery stock, their growth in soils, and control of pests; or study the chemical, physical, biological, and mineralogical composition of soils as they relate to plant or crop growth. May classify and map soils and investigate effects of alternative practices on soil and crop productivity.

Avg. Annual Salary $83,040
Avg. Hourly Wage $39.92
Available Jobs (US) 16,600
Job Title & Hierarchy Code (SOC) Soil and Plant Scientists #19-1013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Soil and Plant Scientists”

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Core Skills & Abilities

  • Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.

  • Develop ways of altering soils to suit different types of plants.

  • Study soil characteristics to classify soils on the basis of factors such as geographic location, landscape position, or soil properties.

  • Identify or classify species of insects or allied forms, such as mites or spiders.

  • Provide advice regarding the development of regulatory standards for land reclamation or soil conservation.

  • Conduct experiments investigating how soil forms, changes, or interacts with land-based ecosystems or living organisms.

  • Develop new or improved methods or products for controlling or eliminating weeds, crop diseases, or insect pests.

  • Develop environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or pests.

  • Perform chemical analyses of the microorganism content of soils to determine microbial reactions or chemical mineralogical relationships to plant growth.

  • Develop improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.

  • Investigate soil problems or poor water quality to determine sources and effects.

  • Plan or supervise land conservation or reclamation programs for industrial development projects.

  • Identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.

  • Consult with engineers or other technical personnel working on construction projects about the effects of soil problems and possible solutions to these problems.

  • Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.

  • Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.

  • Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion.

  • Survey undisturbed or disturbed lands for classification, inventory, mapping, environmental impact assessments, environmental protection planning, conservation planning, or reclamation planning.

  • Conduct research into the use of plant species as green fuels or in the production of green fuels.

  • Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.

  • Develop methods of conserving or managing soil that can be applied by farmers or forestry companies.

  • Conduct research to determine best methods of planting, spraying, cultivating, harvesting, storing, processing, or transporting horticultural products.

  • Study insect distribution or habitat and recommend methods to prevent importation or spread of injurious species.

  • Plan or supervise waste management programs for composting or farming.

  • Research technical requirements or environmental impacts of urban green spaces, such as green roof installations.

  • Conduct experiments regarding causes of bee diseases or factors affecting yields of nectar or pollen.

  • Study ways to improve agricultural sustainability, such as the use of new methods of composting.

Technologies & Software

  • GAEA Technologies WinSieve
  • Microsoft Office software
  • European Soil Erosion Model EUROSEM
  • Gemini (Google)
  • LandSerf
  • Microsoft Access
  • NotebookLM (Google)
  • Kimi (Moonshot AI)
  • Leica Geosystems ERDAS IMAGINE
  • 3dMapper
  • Geographic information system GIS software
  • Microsoft Excel
  • ChatGPT (OpenAI)
  • GSLIB
  • Mistral AI (chat/models)
  • Claude (Anthropic)
  • Erosion Productivity Impact Calculator EPIC
  • Autodesk AutoCAD
  • ESRI ArcGIS software
  • SoilVision Systems SVOFFICE
  • SGeMS
  • SAS
  • Scite AI
  • SPAW
  • DeepSeek
  • IBM SPSS Statistics
  • GEOEAS
  • National Soil Information System NASIS
  • Microsoft Word
  • UNSATFLOW
  • Microsoft Active Server Pages ASP
  • Semantic Scholar AI
  • National Resources Conservation Service NRCS PEDON Description Program PDP
  • Llama (Meta)
  • Water Erosion Prediction Project WEPP
  • Word processing software
  • Soil information databases
  • Variogram Estimation and Spatial Prediction plus Error Vesper
  • Grok (xAI)
  • PC-Progress HYDRUS
  • Microsoft PowerPoint
  • Qwen (Alibaba)
  • PedonCE
  • Consensus
  • Geographic information system GIS systems
  • Gemini for Workspace
  • R
  • National Resources Conservation Service NRCS Soils Explorer
  • STATISTICA
  • Elicit
  • Mistral (Mistral AI)
  • Perplexity AI
  • Gstat
  • Nova (Amazon)
  • Fluorimeters
  • Hand augers
  • Psychrometers
  • Canopy analyzers
  • Laptop computers
  • Laboratory mixers
  • Glass beakers
  • Osmometers
  • Laboratory muffle furnaces
  • Soil augers
  • Colorimeters
  • Personal digital assistants PDA
  • Cell tissue culture incubators
  • Atomic absorption AA spectrometers
  • Desktop computers
  • Reciprocating shaker water baths
  • Refrigerated microfuges
  • Laboratory sieves
  • Gel electrophoresis systems
  • Autosamplers
  • Sample containers
  • Heat flux plates
  • Tensiometers
  • Digital pH meters
  • Spectrophotometers
  • Laboratory growth chambers
  • Laser particle sizers
  • Circulating water baths
  • pH indicators
  • Precision balances
  • Hot water shaking baths
  • Luminometers
  • Microtiter plate readers
  • Polarizing microscopes
  • Graduated glass cylinders
  • Organic carbon analyzers
  • Electron microscopes
  • Ground penetrating radar GPR
  • Epifluorescence microscopes
  • X ray fluorescence XRF spectrometers
  • Porometers
  • Thermocouples
  • Soil thermometers
  • Gel documentation systems
  • Synthetic aperture radar SAR
  • Flame photometers
  • Conductivity meters
  • Lysimeters
  • Ion chromatographs
  • High speed centrifuges
  • Laboratory grinders
  • Infrared cameras
  • Laboratory drying ovens
  • Soil analysis hydrometers
  • Glass flasks
  • Gel dryers
  • Personal computers
  • Digital cameras
  • Calibrated soil scoops
  • Polymerase chain reaction PCR equipment
  • Inductively coupled plasma atomic emission spectrometers ICP-AES
  • Laboratory test tubes
  • Laminar flow hoods
  • Gamma ray spectrometers
  • Infrared gas analyzers
  • Dataloggers
  • Mass spectrometers
  • Soil moisture neutron probes
  • Global positioning system GPS receivers
  • Light detection and ranging LIDAR systems
  • Erlenmeyer flasks